Python 3 (ipykernel)
import mathimport osimport sysimport jsonimport pandas as pdimport numpy as npfrom matplotlib import pyplot as plt# data manualy recorded for day at the rangeswing_df = pd.read_csv('swing_distances.csv')swing_df.describe()| Distance | |
|---|---|
| count | 51.000000 |
| mean | 138.823529 |
| std | 52.341076 |
| min | 35.000000 |
| 25% | 130.000000 |
| 50% | 150.000000 |
| 75% | 175.000000 |
| max | 200.000000 |
# Most common drive is about 140yds swing_df.plot.hist()area = (30 * np.random.rand(N))**2 # 0 to 15 point radii<AxesSubplot:ylabel='Frequency'>
# When running operation using python to process video annotations# hit a road block trying to find how to download json results from# cloud.# operation is a COROUTINE<coroutine object VideoIntelligenceServiceAsyncClient.annotate_video at 0x7ff5dfc4a2c0>
xxxxxxxxxx# Mysterious name variable that was later discovered name = ''xxxxxxxxxx# I had known the name I could have used this driver code to# find the json files in the cloud and download.response = await api.get_operation(name)import json# load annotations for Luis to perform preprocessingLuis = json.load(open('output/luis_annotation_results.json'))# inspect annotation filesLuis{'annotation_results': [{'input_uri': '/alvarez-golfswingml-bucket/Golf_Swing_Clean.mp4',
'segment': {'start_time_offset': {},
'end_time_offset': {'seconds': 413, 'nanos': 946866000}},
'person_detection_annotations': [{'tracks': [{'segment': {'start_time_offset': {},
'end_time_offset': {'seconds': 413, 'nanos': 913500000}},
'timestamped_objects': [{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0032891373,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.015542333, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.43628982, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.35431656, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 1.1241767e-05,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.4053788e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.043938681,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00037301355,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.57361484,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018407133, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0020359727, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0022693498,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.41786999, 'value': 'Plain'},
{'name': 'UpperCloth',
'confidence': 1.3844029e-05,
'value': 'Plaid'},
{'name': 'UpperCloth',
'confidence': 6.7394212e-05,
'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.5172773, 'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.026550163,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0070388378,
'value': 'LongSleeve'},
{'name': 'UpperCloth',
'confidence': 0.0025990009,
'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0057884939, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011518249, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.37563181,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.00049004128,
'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0047082053, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 5.3294084e-08, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 8.9315865e-05,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.012935136, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91510117, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0043321326,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.93434155,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6509883e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.16391003,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.5185197, 'y': 0.47223604},
'confidence': 0.96782625},
{'name': 'left_eye',
'point': {'x': 0.52213115, 'y': 0.46581817},
'confidence': 0.98699689},
{'name': 'right_eye',
'point': {'x': 0.51490819, 'y': 0.4642137},
'confidence': 0.98730129},
{'name': 'left_ear',
'point': {'x': 0.52664554, 'y': 0.46581817},
'confidence': 0.5902915},
{'name': 'right_ear',
'point': {'x': 0.50858808, 'y': 0.4642137},
'confidence': 0.9816584},
{'name': 'left_shoulder',
'point': {'x': 0.53477138, 'y': 0.49309403},
'confidence': 0.829243},
{'name': 'right_shoulder',
'point': {'x': 0.49865642, 'y': 0.49469846},
'confidence': 0.78293455},
{'name': 'left_elbow',
'point': {'x': 0.53025699, 'y': 0.54604125},
'confidence': 0.555686},
{'name': 'right_elbow',
'point': {'x': 0.5058794, 'y': 0.54604125},
'confidence': 0.63467634},
{'name': 'left_wrist',
'point': {'x': 0.52122831, 'y': 0.59417504},
'confidence': 0.67839551},
{'name': 'right_wrist',
'point': {'x': 0.51310241, 'y': 0.59577954},
'confidence': 0.63557178},
{'name': 'left_hip',
'point': {'x': 0.52664554, 'y': 0.59577954},
'confidence': 0.61780679},
{'name': 'right_hip',
'point': {'x': 0.5022679, 'y': 0.59417504},
'confidence': 0.74398595},
{'name': 'left_knee',
'point': {'x': 0.53206277, 'y': 0.66798025},
'confidence': 0.86426097},
{'name': 'right_knee',
'point': {'x': 0.48962769, 'y': 0.66316694},
'confidence': 0.81628823},
{'name': 'left_ankle',
'point': {'x': 0.53838289, 'y': 0.73857659},
'confidence': 0.88368648},
{'name': 'right_ankle',
'point': {'x': 0.48059893, 'y': 0.73215872},
'confidence': 0.88281703}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 100100000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0034306154,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.016127978, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.4378593, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.35344669, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 1.001802e-05,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.2748932e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.04299121, 'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00035482176,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.57229334,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018334404, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0021273817, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0023715335,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.42507523, 'value': 'Plain'},
{'name': 'UpperCloth',
'confidence': 1.2611019e-05,
'value': 'Plaid'},
{'name': 'UpperCloth',
'confidence': 7.5445503e-05,
'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.51925552,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.027200567,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0065791602,
'value': 'LongSleeve'},
{'name': 'UpperCloth',
'confidence': 0.0024259107,
'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.006043578, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011767295, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.37037203,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.00046723569,
'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0043962742, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 4.5079297e-08, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 9.9593206e-05,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.013691453, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91465402, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0040995688,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.93282914,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.5814003e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.16845196,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.51855546, 'y': 0.47223121},
'confidence': 0.97004747},
{'name': 'left_eye',
'point': {'x': 0.52216655, 'y': 0.46581417},
'confidence': 0.98798501},
{'name': 'right_eye',
'point': {'x': 0.51494443, 'y': 0.46420988},
'confidence': 0.99257958},
{'name': 'left_ear',
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{'name': 'right_ear',
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{'name': 'left_shoulder',
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'confidence': 0.81440103},
{'name': 'right_shoulder',
'point': {'x': 0.49869472, 'y': 0.49469084},
'confidence': 0.77365112},
{'name': 'left_elbow',
'point': {'x': 0.53029138, 'y': 0.54602724},
'confidence': 0.56465626},
{'name': 'right_elbow',
'point': {'x': 0.50591683, 'y': 0.54602724},
'confidence': 0.60059685},
{'name': 'left_wrist',
'point': {'x': 0.52126378, 'y': 0.59415507},
'confidence': 0.6991868},
{'name': 'right_wrist',
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{'name': 'left_hip',
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{'name': 'left_knee',
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'confidence': 0.86436999},
{'name': 'right_knee',
'point': {'x': 0.48966706, 'y': 0.66313839},
'confidence': 0.84928221},
{'name': 'left_ankle',
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'confidence': 0.88426411},
{'name': 'right_ankle',
'point': {'x': 0.48063946, 'y': 0.73212159},
'confidence': 0.88323653}]},
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'bottom': 0.77222222},
'time_offset': {'nanos': 200200000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0039039778,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.017806843, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.46775976, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.32516363, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
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'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.0999556e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
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'value': 'Striped'},
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{'name': 'UpperCloth',
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{'name': 'UpperCloth', 'confidence': 0.001682717, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0023822337, 'value': 'Red'},
{'name': 'UpperCloth',
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'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.42719448, 'value': 'Plain'},
{'name': 'UpperCloth',
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'value': 'Plaid'},
{'name': 'UpperCloth',
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'value': 'Orange'},
{'name': 'UpperCloth',
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'value': 'NoSleeve'},
{'name': 'UpperCloth',
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'value': 'MultiColor'},
{'name': 'UpperCloth',
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'value': 'LongSleeve'},
{'name': 'UpperCloth',
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'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0066604009, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011748998, 'value': 'Gray'},
{'name': 'UpperCloth',
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'value': 'Graphics'},
{'name': 'UpperCloth', 'confidence': 0.000505768, 'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0048429859, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.8663828e-08, 'value': 'Coat'},
{'name': 'UpperCloth',
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'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.015342655, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91356039, 'value': 'Black'},
{'name': 'LowerCloth',
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'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.93602031,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6576461e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
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'value': 'LongPants'}],
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{'name': 'right_eye',
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{'name': 'left_ear',
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{'name': 'left_shoulder',
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{'name': 'right_shoulder',
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{'name': 'left_elbow',
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{'name': 'right_elbow',
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'confidence': 0.59381282},
{'name': 'left_wrist',
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'confidence': 0.67544699},
{'name': 'right_wrist',
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'confidence': 0.69618928},
{'name': 'left_hip',
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{'name': 'right_hip',
'point': {'x': 0.50133741, 'y': 0.59408486},
'confidence': 0.73818171},
{'name': 'left_knee',
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'confidence': 0.87609744},
{'name': 'right_knee',
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'confidence': 0.85654426},
{'name': 'left_ankle',
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'confidence': 0.88264942},
{'name': 'right_ankle',
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'time_offset': {'nanos': 300300000},
'attributes': [{'name': 'UpperCloth',
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'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.016843678, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.46689373, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.3259055, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
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'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.1421095e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
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'value': 'Striped'},
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'value': 'Spotted'},
{'name': 'UpperCloth',
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{'name': 'UpperCloth', 'confidence': 0.0017195559, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0023840228, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0030475373,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.43484741, 'value': 'Plain'},
{'name': 'UpperCloth',
'confidence': 1.2547858e-05,
'value': 'Plaid'},
{'name': 'UpperCloth',
'confidence': 9.4479408e-05,
'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.55163294,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.02975977,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0059266267,
'value': 'LongSleeve'},
{'name': 'UpperCloth',
'confidence': 0.0023657575,
'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0066608773, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.012876065, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.36201566,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.00050132303,
'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0045346478, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.9832528e-08, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 0.00011934625,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.016072774, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91322219, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0042585223,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.93245137,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6246178e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.16928548,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
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'confidence': 0.98322523},
{'name': 'right_eye',
'point': {'x': 0.51487571, 'y': 0.46579266},
'confidence': 0.99735636},
{'name': 'left_ear',
'point': {'x': 0.52660406, 'y': 0.46579266},
'confidence': 0.66548985},
{'name': 'right_ear',
'point': {'x': 0.50856048, 'y': 0.46418944},
'confidence': 0.9692263},
{'name': 'left_shoulder',
'point': {'x': 0.53472358, 'y': 0.49304742},
'confidence': 0.82551014},
{'name': 'right_shoulder',
'point': {'x': 0.49863654, 'y': 0.49465066},
'confidence': 0.7987417},
{'name': 'left_elbow',
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'confidence': 0.56906188},
{'name': 'right_elbow',
'point': {'x': 0.50495178, 'y': 0.54595369},
'confidence': 0.62729615},
{'name': 'left_wrist',
'point': {'x': 0.52119094, 'y': 0.59405029},
'confidence': 0.67676282},
{'name': 'right_wrist',
'point': {'x': 0.51307136, 'y': 0.59565353},
'confidence': 0.67514825},
{'name': 'left_hip',
'point': {'x': 0.52660406, 'y': 0.59565353},
'confidence': 0.64983761},
{'name': 'right_hip',
'point': {'x': 0.50134307, 'y': 0.59405029},
'confidence': 0.76670402},
{'name': 'left_knee',
'point': {'x': 0.53201705, 'y': 0.66779846},
'confidence': 0.88179427},
{'name': 'right_knee',
'point': {'x': 0.48961475, 'y': 0.66298878},
'confidence': 0.85356128},
{'name': 'left_ankle',
'point': {'x': 0.53833228, 'y': 0.7383402},
'confidence': 0.88224208},
{'name': 'right_ankle',
'point': {'x': 0.480593, 'y': 0.73192734},
'confidence': 0.87890279}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 400400000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0041855499,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.017886935, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.45920843, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.33304471, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 1.0557624e-05,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.1980237e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.043686558,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00037472407,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.54515493,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018590633, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0024157113, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0031475159,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.44261545, 'value': 'Plain'},
{'name': 'UpperCloth',
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{'name': 'LowerCloth',
'confidence': 2.3383196e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.18108927,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.5406847, 'y': 0.46007147},
'confidence': 0.97281963},
{'name': 'left_eye',
'point': {'x': 0.5406847, 'y': 0.45363384},
'confidence': 0.14733969},
{'name': 'right_eye',
'point': {'x': 0.53706205, 'y': 0.45363384},
'confidence': 0.98206055},
{'name': 'right_ear',
'point': {'x': 0.52619421, 'y': 0.45524326},
'confidence': 0.98938024},
{'name': 'left_shoulder',
'point': {'x': 0.53887343, 'y': 0.49065003},
'confidence': 0.85023814},
{'name': 'right_shoulder',
'point': {'x': 0.50989234, 'y': 0.48743129},
'confidence': 0.8991946},
{'name': 'left_elbow',
'point': {'x': 0.54702431, 'y': 0.53249454},
'confidence': 0.86215758},
{'name': 'right_elbow',
'point': {'x': 0.49359062, 'y': 0.52927572},
'confidence': 0.91019189},
{'name': 'left_wrist',
'point': {'x': 0.55517513, 'y': 0.56790143},
'confidence': 0.7959553},
{'name': 'right_wrist',
'point': {'x': 0.51079804, 'y': 0.54536974},
'confidence': 0.88824934},
{'name': 'left_hip',
'point': {'x': 0.53434509, 'y': 0.590433},
'confidence': 0.71587002},
{'name': 'right_hip',
'point': {'x': 0.51351506, 'y': 0.590433},
'confidence': 0.73126346},
{'name': 'left_knee',
'point': {'x': 0.53253382, 'y': 0.66285622},
'confidence': 0.87579024},
{'name': 'right_knee',
'point': {'x': 0.50536412, 'y': 0.66124672},
'confidence': 0.86001837},
{'name': 'left_ankle',
'point': {'x': 0.52981681, 'y': 0.73366988},
'confidence': 0.87812424},
{'name': 'right_ankle',
'point': {'x': 0.49359062, 'y': 0.72884172},
'confidence': 0.86310232}]},
{'normalized_bounding_box': {'left': 0.48345169,
'top': 0.42598617,
'right': 0.56620163,
'bottom': 0.76839012},
'time_offset': {'seconds': 99, 'nanos': 999900000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0024601854,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.012311342, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.28901225, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.50242049, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 1.2316983e-05,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.3177909e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.028850785,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00023395455,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.75447434,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0015661988, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0018580251, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0035688332,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.34386605, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.097972e-05, 'value': 'Plaid'},
{'name': 'UpperCloth',
'confidence': 5.0013659e-05,
'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.31048563,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.023570953,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0081417263,
'value': 'LongSleeve'},
{'name': 'UpperCloth',
'confidence': 0.0020139182,
'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0052570165, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.014655423, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.45376897,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.00033130034,
'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0027041417, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.6693415e-08, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 7.3335163e-05,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.024693465, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91344231, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0016570372,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.92858791,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.2556658e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.18433158,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.5344072, 'y': 0.45624426},
'confidence': 0.99199545},
{'name': 'left_eye',
'point': {'x': 0.53622591, 'y': 0.45139623},
'confidence': 0.94825494},
{'name': 'right_eye',
'point': {'x': 0.53076971, 'y': 0.44978026},
'confidence': 0.99878037},
{'name': 'left_ear',
'point': {'x': 0.53713524, 'y': 0.45624426},
'confidence': 0.019706223},
{'name': 'right_ear',
'point': {'x': 0.52076662, 'y': 0.45301226},
'confidence': 0.99245268},
{'name': 'left_shoulder',
'point': {'x': 0.53804463, 'y': 0.4917962},
'confidence': 0.90753132},
{'name': 'right_shoulder',
'point': {'x': 0.50894487, 'y': 0.48694819},
'confidence': 0.9001509},
{'name': 'left_elbow',
'point': {'x': 0.5453195, 'y': 0.53542817},
'confidence': 0.86896431},
{'name': 'right_elbow',
'point': {'x': 0.49348572, 'y': 0.5305801},
'confidence': 0.92245162},
{'name': 'left_wrist',
'point': {'x': 0.55441326, 'y': 0.57098007},
'confidence': 0.84083879},
{'name': 'right_wrist',
'point': {'x': 0.51167303, 'y': 0.54512405},
'confidence': 0.88682973},
{'name': 'left_hip',
'point': {'x': 0.53349781, 'y': 0.59198809},
'confidence': 0.73020548},
{'name': 'right_hip',
'point': {'x': 0.51167303, 'y': 0.59037203},
'confidence': 0.76950085},
{'name': 'left_knee',
'point': {'x': 0.53167909, 'y': 0.66470796},
'confidence': 0.87635148},
{'name': 'right_knee',
'point': {'x': 0.50530744, 'y': 0.66147596},
'confidence': 0.86923492},
{'name': 'left_ankle',
'point': {'x': 0.52986032, 'y': 0.73419583},
'confidence': 0.8921169},
{'name': 'right_ankle',
'point': {'x': 0.49348572, 'y': 0.73257983},
'confidence': 0.86392152}]},
...],
'confidence': 0.86866742}],
'version': '1.0'}]}]}Tiger = json.load(open('output/tiger_annotation_results.json'))Tiger{'annotationResults': [{'inputUri': '/alvarez-golfswingml-bucket/tiger.mp4',
'segment': {'startTimeOffset': '0s', 'endTimeOffset': '19.969950s'},
'personDetectionAnnotations': [{'tracks': [{'segment': {'startTimeOffset': '0s',
'endTimeOffset': '19.919900s'},
'timestampedObjects': [{'normalizedBoundingBox': {'left': 0.39609376,
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'timeOffset': '0s',
'attributes': [{'name': 'UpperCloth',
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'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.0031381082, 'value': 'White'},
{'name': 'UpperCloth',
'confidence': 0.0027196305,
'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.7938292, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 0.00028732588,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 7.6857596e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.025922365,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.000289714,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.90347886,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.016337428, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.9266761, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.001053917, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.64006454, 'value': 'Plain'},
{'name': 'UpperCloth',
'confidence': 0.00035632745,
'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 0.015906628, 'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.003437203,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.0053215646,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.08743456,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.017120596, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0009109771, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.0020734172, 'value': 'Gray'},
{'name': 'UpperCloth', 'confidence': 0.2164865, 'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.00055018987,
'value': 'Floral'},
{'name': 'UpperCloth',
'confidence': 0.00048069406,
'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.5337607e-07, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 4.5601055e-07,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.0021702962, 'value': 'Blue'},
{'name': 'UpperCloth',
'confidence': 0.00023551416,
'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0008130182,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.14779678,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 0.0001025841,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.9462726,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
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'confidence': 0.8529525},
{'name': 'left_eye',
'point': {'x': 0.48215565, 'y': 0.33471707},
'confidence': 0.8912356},
{'name': 'right_eye',
'point': {'x': 0.46945184, 'y': 0.33794147},
'confidence': 0.9082469},
{'name': 'left_ear',
'point': {'x': 0.49304467, 'y': 0.32181948},
'confidence': 0.70595074},
{'name': 'right_ear',
'point': {'x': 0.4585629, 'y': 0.32826832},
'confidence': 0.6636492},
{'name': 'left_shoulder',
'point': {'x': 0.51663744, 'y': 0.3734098},
'confidence': 0.85163915},
{'name': 'right_shoulder',
'point': {'x': 0.44585904, 'y': 0.39275622},
'confidence': 0.87747765},
{'name': 'left_elbow',
'point': {'x': 0.5148226, 'y': 0.49271256},
'confidence': 0.7654234},
{'name': 'right_elbow',
'point': {'x': 0.4585629, 'y': 0.5088346},
'confidence': 0.8601264},
{'name': 'left_wrist',
'point': {'x': 0.5003039, 'y': 0.59589326},
'confidence': 0.675887},
{'name': 'right_wrist',
'point': {'x': 0.48578534, 'y': 0.6023421},
'confidence': 0.64964795},
{'name': 'left_hip',
'point': {'x': 0.5111929, 'y': 0.5668738},
'confidence': 0.47898328},
{'name': 'right_hip',
'point': {'x': 0.4621926, 'y': 0.5700981},
'confidence': 0.6108583},
{'name': 'left_knee',
'point': {'x': 0.531156, 'y': 0.7087473},
'confidence': 0.7549802},
{'name': 'right_knee',
'point': {'x': 0.44222945, 'y': 0.7151961},
'confidence': 0.80535376},
{'name': 'left_ankle',
'point': {'x': 0.542045, 'y': 0.876416},
'confidence': 0.88419455},
{'name': 'right_ankle',
'point': {'x': 0.4204515, 'y': 0.87319165},
'confidence': 0.862448}]},
{'normalizedBoundingBox': {'left': 0.39609376,
'top': 0.25833333,
'right': 0.5718762,
'bottom': 0.94166666},
'timeOffset': '0.100100s',
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0008434054,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.0030978788, 'value': 'White'},
{'name': 'UpperCloth',
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'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.7977165, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 0.00029874223,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 7.063215e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.027362078,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00030307609,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.90291804,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.015465742, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.9271062, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0010650395,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.6153401, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 0.0003900308, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 0.015765043, 'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.0035307193,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
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'value': 'MultiColor'},
{'name': 'UpperCloth',
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'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.016819619, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0009076978, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.0020427208, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.23256914,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.0005766724,
'value': 'Floral'},
{'name': 'UpperCloth',
'confidence': 0.00049775036,
'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.0720594e-07, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 4.6278188e-07,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.0020749683, 'value': 'Blue'},
{'name': 'UpperCloth',
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'value': 'Black'},
{'name': 'LowerCloth',
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'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.14187378,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 0.00010588473,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.94839925,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.47668487, 'y': 0.34787983},
'confidence': 0.8638919},
{'name': 'left_eye',
'point': {'x': 0.48213035, 'y': 0.33498004},
'confidence': 0.8973167},
{'name': 'right_eye',
'point': {'x': 0.46942434, 'y': 0.33820498},
'confidence': 0.8960422},
{'name': 'left_ear',
'point': {'x': 0.4930211, 'y': 0.32208022},
'confidence': 0.71762955},
{'name': 'right_ear',
'point': {'x': 0.45853353, 'y': 0.3285301},
'confidence': 0.66556764},
{'name': 'left_shoulder',
'point': {'x': 0.5166179, 'y': 0.37367934},
'confidence': 0.85553026},
{'name': 'right_shoulder',
'point': {'x': 0.44582763, 'y': 0.39302903},
'confidence': 0.8774632},
{'name': 'left_elbow',
'point': {'x': 0.51298755, 'y': 0.49300227},
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{'name': 'right_elbow',
'point': {'x': 0.45853353, 'y': 0.509127},
'confidence': 0.8597467},
{'name': 'left_wrist',
'point': {'x': 0.50028163, 'y': 0.59620047},
'confidence': 0.676998},
{'name': 'right_wrist',
'point': {'x': 0.48394543, 'y': 0.60265034},
'confidence': 0.66301477},
{'name': 'left_hip',
'point': {'x': 0.51298755, 'y': 0.567176},
'confidence': 0.48991728},
{'name': 'right_hip',
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'confidence': 0.595981},
{'name': 'left_knee',
'point': {'x': 0.53113896, 'y': 0.70907354},
'confidence': 0.76853126},
{'name': 'right_knee',
'point': {'x': 0.44219738, 'y': 0.7155234},
'confidence': 0.78887725},
{'name': 'left_ankle',
'point': {'x': 0.54202974, 'y': 0.8767707},
'confidence': 0.88489485},
{'name': 'right_ankle',
'point': {'x': 0.42041573, 'y': 0.8703208},
'confidence': 0.84185994}]},
{'normalizedBoundingBox': {'left': 0.39611083,
'top': 0.25833333,
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'bottom': 0.94166666},
'timeOffset': '0.200200s',
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0007973447,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.0028927815, 'value': 'White'},
{'name': 'UpperCloth',
'confidence': 0.002757249,
'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.7984617, 'value': 'T-Shirt'},
{'name': 'UpperCloth',
'confidence': 0.0003160874,
'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 7.675855e-08, 'value': 'Suit'},
{'name': 'UpperCloth',
'confidence': 0.026133245,
'value': 'Striped'},
{'name': 'UpperCloth',
'confidence': 0.00031283355,
'value': 'Spotted'},
{'name': 'UpperCloth',
'confidence': 0.90121305,
'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.014765702, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.92991596, 'value': 'Red'},
{'name': 'UpperCloth',
'confidence': 0.0010013998,
'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.62526715, 'value': 'Plain'},
{'name': 'UpperCloth',
'confidence': 0.00035124994,
'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 0.014204077, 'value': 'Orange'},
{'name': 'UpperCloth',
'confidence': 0.003621385,
'value': 'NoSleeve'},
{'name': 'UpperCloth',
'confidence': 0.005132154,
'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.09084101,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.017241325, 'value': 'Jacket'},
{'name': 'UpperCloth',
'confidence': 0.00091664033,
'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.0019263217, 'value': 'Gray'},
{'name': 'UpperCloth',
'confidence': 0.22673112,
'value': 'Graphics'},
{'name': 'UpperCloth',
'confidence': 0.0005911014,
'value': 'Floral'},
{'name': 'UpperCloth',
'confidence': 0.00056588434,
'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.8079705e-07, 'value': 'Coat'},
{'name': 'UpperCloth',
'confidence': 4.3298158e-07,
'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.0020444295, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.0002190049, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0009807484,
'value': 'ShortSkirt'},
{'name': 'LowerCloth',
'confidence': 0.15152909,
'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 0.00013208723,
'value': 'LongSkirt'},
{'name': 'LowerCloth',
'confidence': 0.9446696,
'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
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'confidence': 0.88368416},
{'name': 'left_eye',
'point': {'x': 0.4821438, 'y': 0.33498538},
'confidence': 0.88628036},
{'name': 'right_eye',
'point': {'x': 0.46762905, 'y': 0.33820897},
'confidence': 0.89709485},
{'name': 'left_ear',
'point': {'x': 0.49302983, 'y': 0.32209128},
'confidence': 0.73496944},
{'name': 'right_ear',
'point': {'x': 0.45855728, 'y': 0.32853833},
'confidence': 0.6562178},
{'name': 'left_shoulder',
'point': {'x': 0.5166163, 'y': 0.37366787},
'confidence': 0.8495798},
{'name': 'right_shoulder',
'point': {'x': 0.44585687, 'y': 0.3930091},
'confidence': 0.86621404},
{'name': 'left_elbow',
'point': {'x': 0.514802, 'y': 0.49293873},
'confidence': 0.7322663},
{'name': 'right_elbow',
'point': {'x': 0.45855728, 'y': 0.50905645},
'confidence': 0.86361766},
{'name': 'left_wrist',
'point': {'x': 0.5002872, 'y': 0.596092},
'confidence': 0.6546881},
{'name': 'right_wrist',
'point': {'x': 0.4839581, 'y': 0.602539},
'confidence': 0.635165},
{'name': 'left_hip',
'point': {'x': 0.51298755, 'y': 0.5670802},
'confidence': 0.49487445},
{'name': 'right_hip',
'point': {'x': 0.46218595, 'y': 0.5703036},
'confidence': 0.5785545},
{'name': 'left_knee',
'point': {'x': 0.531131, 'y': 0.7089157},
'confidence': 0.7543957},
{'name': 'right_knee',
'point': {'x': 0.44222817, 'y': 0.7153628},
'confidence': 0.7798835},
{'name': 'left_ankle',
'point': {'x': 0.54201704, 'y': 0.8765397},
'confidence': 0.8839314},
{'name': 'right_ankle',
'point': {'x': 0.42045608, 'y': 0.87331617},
'confidence': 0.8412272}]},
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{'name': 'left_hip',
'point': {'x': 0.5385471, 'y': 0.5244269},
'confidence': 0.5002555},
{'name': 'right_hip',
'point': {'x': 0.5264884, 'y': 0.52799773},
'confidence': 0.6235752},
{'name': 'left_knee',
'point': {'x': 0.54658616, 'y': 0.7065362},
'confidence': 0.6809648},
{'name': 'right_knee',
'point': {'x': 0.50840044, 'y': 0.7065362},
'confidence': 0.72765374},
{'name': 'left_ankle',
'point': {'x': 0.548596, 'y': 0.8779331},
'confidence': 0.85399354},
{'name': 'right_ankle',
'point': {'x': 0.43403855, 'y': 0.8386546},
'confidence': 0.840701}]}],
'confidence': 0.909345}],
'version': '1.0'}]}]}xxxxxxxxxxCode Credit: https://daleonai.com/machine-learning-for-sportsyoutube https://www.youtube.com/watch?v=yLrOy2XedgkThis blog post and vide are much of the inspiration behind this projectcode Credit: https://daleonai.com/machine-learning-for-sports
youtube https://www.youtube.com/watch?v=yLrOy2Xedgk
This blog post and vide are much of the inspiration behind this project
# preporcessing step to select annotations from large json fileLuis_annotations = Luis['annotation_results'][0]['person_detection_annotations']Tiger_annotations = Tiger['annotationResults'][0]['personDetectionAnnotations']# Example Luis_annotations[0]{'tracks': [{'segment': {'start_time_offset': {},
'end_time_offset': {'seconds': 413, 'nanos': 913500000}},
'timestamped_objects': [{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0032891373,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.015542333, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.43628982, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.35431656, 'value': 'T-Shirt'},
{'name': 'UpperCloth', 'confidence': 1.1241767e-05, 'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.4053788e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.043938681, 'value': 'Striped'},
{'name': 'UpperCloth', 'confidence': 0.00037301355, 'value': 'Spotted'},
{'name': 'UpperCloth', 'confidence': 0.57361484, 'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018407133, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0020359727, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.0022693498, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.41786999, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.3844029e-05, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 6.7394212e-05, 'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.5172773, 'value': 'NoSleeve'},
{'name': 'UpperCloth', 'confidence': 0.026550163, 'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0070388378,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0025990009, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0057884939, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011518249, 'value': 'Gray'},
{'name': 'UpperCloth', 'confidence': 0.37563181, 'value': 'Graphics'},
{'name': 'UpperCloth', 'confidence': 0.00049004128, 'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0047082053, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 5.3294084e-08, 'value': 'Coat'},
{'name': 'UpperCloth', 'confidence': 8.9315865e-05, 'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.012935136, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91510117, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0043321326,
'value': 'ShortSkirt'},
{'name': 'LowerCloth', 'confidence': 0.93434155, 'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6509883e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth', 'confidence': 0.16391003, 'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.5185197, 'y': 0.47223604},
'confidence': 0.96782625},
{'name': 'left_eye',
'point': {'x': 0.52213115, 'y': 0.46581817},
'confidence': 0.98699689},
{'name': 'right_eye',
'point': {'x': 0.51490819, 'y': 0.4642137},
'confidence': 0.98730129},
{'name': 'left_ear',
'point': {'x': 0.52664554, 'y': 0.46581817},
'confidence': 0.5902915},
{'name': 'right_ear',
'point': {'x': 0.50858808, 'y': 0.4642137},
'confidence': 0.9816584},
{'name': 'left_shoulder',
'point': {'x': 0.53477138, 'y': 0.49309403},
'confidence': 0.829243},
{'name': 'right_shoulder',
'point': {'x': 0.49865642, 'y': 0.49469846},
'confidence': 0.78293455},
{'name': 'left_elbow',
'point': {'x': 0.53025699, 'y': 0.54604125},
'confidence': 0.555686},
{'name': 'right_elbow',
'point': {'x': 0.5058794, 'y': 0.54604125},
'confidence': 0.63467634},
{'name': 'left_wrist',
'point': {'x': 0.52122831, 'y': 0.59417504},
'confidence': 0.67839551},
{'name': 'right_wrist',
'point': {'x': 0.51310241, 'y': 0.59577954},
'confidence': 0.63557178},
{'name': 'left_hip',
'point': {'x': 0.52664554, 'y': 0.59577954},
'confidence': 0.61780679},
{'name': 'right_hip',
'point': {'x': 0.5022679, 'y': 0.59417504},
'confidence': 0.74398595},
{'name': 'left_knee',
'point': {'x': 0.53206277, 'y': 0.66798025},
'confidence': 0.86426097},
{'name': 'right_knee',
'point': {'x': 0.48962769, 'y': 0.66316694},
'confidence': 0.81628823},
{'name': 'left_ankle',
'point': {'x': 0.53838289, 'y': 0.73857659},
'confidence': 0.88368648},
{'name': 'right_ankle',
'point': {'x': 0.48059893, 'y': 0.73215872},
'confidence': 0.88281703}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 100100000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0034306154,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.016127978, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.4378593, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.35344669, 'value': 'T-Shirt'},
{'name': 'UpperCloth', 'confidence': 1.001802e-05, 'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.2748932e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.04299121, 'value': 'Striped'},
{'name': 'UpperCloth', 'confidence': 0.00035482176, 'value': 'Spotted'},
{'name': 'UpperCloth', 'confidence': 0.57229334, 'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018334404, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0021273817, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.0023715335, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.42507523, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.2611019e-05, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 7.5445503e-05, 'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.51925552, 'value': 'NoSleeve'},
{'name': 'UpperCloth', 'confidence': 0.027200567, 'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0065791602,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0024259107, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.006043578, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011767295, 'value': 'Gray'},
{'name': 'UpperCloth', 'confidence': 0.37037203, 'value': 'Graphics'},
{'name': 'UpperCloth', 'confidence': 0.00046723569, 'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0043962742, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 4.5079297e-08, 'value': 'Coat'},
{'name': 'UpperCloth', 'confidence': 9.9593206e-05, 'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.013691453, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91465402, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0040995688,
'value': 'ShortSkirt'},
{'name': 'LowerCloth', 'confidence': 0.93282914, 'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.5814003e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth', 'confidence': 0.16845196, 'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.51855546, 'y': 0.47223121},
'confidence': 0.97004747},
{'name': 'left_eye',
'point': {'x': 0.52216655, 'y': 0.46581417},
'confidence': 0.98798501},
{'name': 'right_eye',
'point': {'x': 0.51494443, 'y': 0.46420988},
'confidence': 0.99257958},
{'name': 'left_ear',
'point': {'x': 0.52668035, 'y': 0.46581417},
'confidence': 0.62767589},
{'name': 'right_ear',
'point': {'x': 0.50862509, 'y': 0.46420988},
'confidence': 0.98313665},
{'name': 'left_shoulder',
'point': {'x': 0.53480518, 'y': 0.49308664},
'confidence': 0.81440103},
{'name': 'right_shoulder',
'point': {'x': 0.49869472, 'y': 0.49469084},
'confidence': 0.77365112},
{'name': 'left_elbow',
'point': {'x': 0.53029138, 'y': 0.54602724},
'confidence': 0.56465626},
{'name': 'right_elbow',
'point': {'x': 0.50591683, 'y': 0.54602724},
'confidence': 0.60059685},
{'name': 'left_wrist',
'point': {'x': 0.52126378, 'y': 0.59415507},
'confidence': 0.6991868},
{'name': 'right_wrist',
'point': {'x': 0.51313889, 'y': 0.59575933},
'confidence': 0.63984799},
{'name': 'left_hip',
'point': {'x': 0.52668035, 'y': 0.59575933},
'confidence': 0.63816208},
{'name': 'right_hip',
'point': {'x': 0.50140297, 'y': 0.59415507},
'confidence': 0.73834729},
{'name': 'left_knee',
'point': {'x': 0.53209692, 'y': 0.66795117},
'confidence': 0.86436999},
{'name': 'right_knee',
'point': {'x': 0.48966706, 'y': 0.66313839},
'confidence': 0.84928221},
{'name': 'left_ankle',
'point': {'x': 0.53841621, 'y': 0.73853874},
'confidence': 0.88426411},
{'name': 'right_ankle',
'point': {'x': 0.48063946, 'y': 0.73212159},
'confidence': 0.88323653}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 200200000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0039039778,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.017806843, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.46775976, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.32516363, 'value': 'T-Shirt'},
{'name': 'UpperCloth', 'confidence': 9.0363983e-06, 'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.0999556e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.043893732, 'value': 'Striped'},
{'name': 'UpperCloth', 'confidence': 0.00038602145, 'value': 'Spotted'},
{'name': 'UpperCloth', 'confidence': 0.5363732, 'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.001682717, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0023822337, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.0029497824, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.42719448, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.2203551e-05, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 8.8388901e-05, 'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.55611867, 'value': 'NoSleeve'},
{'name': 'UpperCloth', 'confidence': 0.029620431, 'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0059426245,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0022040149, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0066604009, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.011748998, 'value': 'Gray'},
{'name': 'UpperCloth', 'confidence': 0.36784101, 'value': 'Graphics'},
{'name': 'UpperCloth', 'confidence': 0.000505768, 'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0048429859, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.8663828e-08, 'value': 'Coat'},
{'name': 'UpperCloth', 'confidence': 0.00010993917, 'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.015342655, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91356039, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0046177944,
'value': 'ShortSkirt'},
{'name': 'LowerCloth', 'confidence': 0.93602031, 'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6576461e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth', 'confidence': 0.15884729, 'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.51848251, 'y': 0.47221401},
'confidence': 0.9672122},
{'name': 'left_eye',
'point': {'x': 0.52209198, 'y': 0.46579978},
'confidence': 0.98656547},
{'name': 'right_eye',
'point': {'x': 0.51487297, 'y': 0.46579978},
'confidence': 0.99240816},
{'name': 'left_ear',
'point': {'x': 0.52660376, 'y': 0.46579978},
'confidence': 0.59336495},
{'name': 'right_ear',
'point': {'x': 0.50855637, 'y': 0.46419621},
'confidence': 0.98963344},
{'name': 'left_shoulder',
'point': {'x': 0.53472519, 'y': 0.49306035},
'confidence': 0.81866509},
{'name': 'right_shoulder',
'point': {'x': 0.49863034, 'y': 0.49466395},
'confidence': 0.7994315},
{'name': 'left_elbow',
'point': {'x': 0.53021324, 'y': 0.54597795},
'confidence': 0.55939156},
{'name': 'right_elbow',
'point': {'x': 0.50494689, 'y': 0.54597795},
'confidence': 0.59381282},
{'name': 'left_wrist',
'point': {'x': 0.52118957, 'y': 0.59408486},
'confidence': 0.67544699},
{'name': 'right_wrist',
'point': {'x': 0.51306826, 'y': 0.5956884},
'confidence': 0.69618928},
{'name': 'left_hip',
'point': {'x': 0.52660376, 'y': 0.5956884},
'confidence': 0.655209},
{'name': 'right_hip',
'point': {'x': 0.50133741, 'y': 0.59408486},
'confidence': 0.73818171},
{'name': 'left_knee',
'point': {'x': 0.53201807, 'y': 0.66784877},
'confidence': 0.87609744},
{'name': 'right_knee',
'point': {'x': 0.48960659, 'y': 0.66303813},
'confidence': 0.85654426},
{'name': 'left_ankle',
'point': {'x': 0.53833467, 'y': 0.73840559},
'confidence': 0.88264942},
{'name': 'right_ankle',
'point': {'x': 0.48058289, 'y': 0.73199129},
'confidence': 0.8877126}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 300300000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0041158143,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.016843678, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.46689373, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.3259055, 'value': 'T-Shirt'},
{'name': 'UpperCloth', 'confidence': 9.586247e-06, 'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.1421095e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.043218005, 'value': 'Striped'},
{'name': 'UpperCloth', 'confidence': 0.00036953259, 'value': 'Spotted'},
{'name': 'UpperCloth', 'confidence': 0.54093462, 'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0017195559, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0023840228, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.0030475373, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.43484741, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.2547858e-05, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 9.4479408e-05, 'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.55163294, 'value': 'NoSleeve'},
{'name': 'UpperCloth', 'confidence': 0.02975977, 'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0059266267,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0023657575, 'value': 'Jacket'},
{'name': 'UpperCloth', 'confidence': 0.0066608773, 'value': 'Green'},
{'name': 'UpperCloth', 'confidence': 0.012876065, 'value': 'Gray'},
{'name': 'UpperCloth', 'confidence': 0.36201566, 'value': 'Graphics'},
{'name': 'UpperCloth', 'confidence': 0.00050132303, 'value': 'Floral'},
{'name': 'UpperCloth', 'confidence': 0.0045346478, 'value': 'Dress'},
{'name': 'UpperCloth', 'confidence': 3.9832528e-08, 'value': 'Coat'},
{'name': 'UpperCloth', 'confidence': 0.00011934625, 'value': 'Brown'},
{'name': 'UpperCloth', 'confidence': 0.016072774, 'value': 'Blue'},
{'name': 'UpperCloth', 'confidence': 0.91322219, 'value': 'Black'},
{'name': 'LowerCloth',
'confidence': 0.0042585223,
'value': 'ShortSkirt'},
{'name': 'LowerCloth', 'confidence': 0.93245137, 'value': 'ShortPants'},
{'name': 'LowerCloth',
'confidence': 1.6246178e-05,
'value': 'LongSkirt'},
{'name': 'LowerCloth', 'confidence': 0.16928548, 'value': 'LongPants'}],
'landmarks': [{'name': 'nose',
'point': {'x': 0.51848447, 'y': 0.47220555},
'confidence': 0.96117783},
{'name': 'left_eye',
'point': {'x': 0.52209312, 'y': 0.46579266},
'confidence': 0.98322523},
{'name': 'right_eye',
'point': {'x': 0.51487571, 'y': 0.46579266},
'confidence': 0.99735636},
{'name': 'left_ear',
'point': {'x': 0.52660406, 'y': 0.46579266},
'confidence': 0.66548985},
{'name': 'right_ear',
'point': {'x': 0.50856048, 'y': 0.46418944},
'confidence': 0.9692263},
{'name': 'left_shoulder',
'point': {'x': 0.53472358, 'y': 0.49304742},
'confidence': 0.82551014},
{'name': 'right_shoulder',
'point': {'x': 0.49863654, 'y': 0.49465066},
'confidence': 0.7987417},
{'name': 'left_elbow',
'point': {'x': 0.5302127, 'y': 0.54595369},
'confidence': 0.56906188},
{'name': 'right_elbow',
'point': {'x': 0.50495178, 'y': 0.54595369},
'confidence': 0.62729615},
{'name': 'left_wrist',
'point': {'x': 0.52119094, 'y': 0.59405029},
'confidence': 0.67676282},
{'name': 'right_wrist',
'point': {'x': 0.51307136, 'y': 0.59565353},
'confidence': 0.67514825},
{'name': 'left_hip',
'point': {'x': 0.52660406, 'y': 0.59565353},
'confidence': 0.64983761},
{'name': 'right_hip',
'point': {'x': 0.50134307, 'y': 0.59405029},
'confidence': 0.76670402},
{'name': 'left_knee',
'point': {'x': 0.53201705, 'y': 0.66779846},
'confidence': 0.88179427},
{'name': 'right_knee',
'point': {'x': 0.48961475, 'y': 0.66298878},
'confidence': 0.85356128},
{'name': 'left_ankle',
'point': {'x': 0.53833228, 'y': 0.7383402},
'confidence': 0.88224208},
{'name': 'right_ankle',
'point': {'x': 0.480593, 'y': 0.73192734},
'confidence': 0.87890279}]},
{'normalized_bounding_box': {'left': 0.46822917,
'top': 0.43240741,
'right': 0.54947919,
'bottom': 0.77222222},
'time_offset': {'nanos': 400400000},
'attributes': [{'name': 'UpperCloth',
'confidence': 0.0041855499,
'value': 'Yellow'},
{'name': 'UpperCloth', 'confidence': 0.017886935, 'value': 'White'},
{'name': 'UpperCloth', 'confidence': 0.45920843, 'value': 'TankTop'},
{'name': 'UpperCloth', 'confidence': 0.33304471, 'value': 'T-Shirt'},
{'name': 'UpperCloth', 'confidence': 1.0557624e-05, 'value': 'Sweater'},
{'name': 'UpperCloth', 'confidence': 1.1980237e-08, 'value': 'Suit'},
{'name': 'UpperCloth', 'confidence': 0.043686558, 'value': 'Striped'},
{'name': 'UpperCloth', 'confidence': 0.00037472407, 'value': 'Spotted'},
{'name': 'UpperCloth', 'confidence': 0.54515493, 'value': 'ShortSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0018590633, 'value': 'Shirt'},
{'name': 'UpperCloth', 'confidence': 0.0024157113, 'value': 'Red'},
{'name': 'UpperCloth', 'confidence': 0.0031475159, 'value': 'Purple'},
{'name': 'UpperCloth', 'confidence': 0.44261545, 'value': 'Plain'},
{'name': 'UpperCloth', 'confidence': 1.3047973e-05, 'value': 'Plaid'},
{'name': 'UpperCloth', 'confidence': 9.7808566e-05, 'value': 'Orange'},
{'name': 'UpperCloth', 'confidence': 0.54716128, 'value': 'NoSleeve'},
{'name': 'UpperCloth', 'confidence': 0.030235656, 'value': 'MultiColor'},
{'name': 'UpperCloth',
'confidence': 0.0061362712,
'value': 'LongSleeve'},
{'name': 'UpperCloth', 'confidence': 0.0024085559, 'value': 'Jacket'},
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{'name': 'left_ankle',
'point': {'x': 0.52986032, 'y': 0.73419583},
'confidence': 0.8921169},
{'name': 'right_ankle',
'point': {'x': 0.49348572, 'y': 0.73257983},
'confidence': 0.86392152}]},
...],
'confidence': 0.86866742}],
'version': '1.0'}# This funtion build x and y coordinates and to convert time stamps into seconds# Note since Luis' and Tiger's annotations differ sligly in formating this code # is to be refactored between analyzing each person.# Currently NOT set up to handle camelcase in tiger_annotations_results.json# Agian code credit to @DALEdef analyzePerson(person): frames = [] for track in person['tracks']: # Convert timestamps to seconds for ts_obj in track['timestamped_objects']: time_offset = ts_obj['time_offset'] timestamp = 0 if 'nanos' in time_offset: timestamp += time_offset['nanos'] / 10**9 if 'seconds' in time_offset: timestamp += time_offset['seconds'] if 'minutes' in time_offset: timestamp += time_offset['minutes'] * 60 frame= {'timestamp' : timestamp} for landmark in ts_obj['landmarks']: frame[landmark['name'] + '_x'] = landmark['point']['x'] # Subtract y value from 1 because positions are calculated # from the top left corner frame[landmark['name'] + '_y'] = 1 - landmark['point']['y'] frames.append(frame) sorted(frames, key=lambda x: x['timestamp']) return framesannotationsPd = pd.DataFrame(analyzePerson(Luis_annotations[0]))for annotation in Luis_annotations[1:]: annotationsPd = annotationsPd.append(pd.DataFrame(analyzePerson(annotation)))annotationsPd = annotationsPd.sort_values('timestamp', ascending=True)# Luis DataFrameLuis_df = pd.DataFrame.copy(annotationsPd)Luis_df| timestamp | nose_x | nose_y | left_eye_x | left_eye_y | right_eye_x | right_eye_y | left_ear_x | left_ear_y | right_ear_x | ... | right_hip_x | right_hip_y | left_knee_x | left_knee_y | right_knee_x | right_knee_y | left_ankle_x | left_ankle_y | right_ankle_x | right_ankle_y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0000 | 0.518520 | 0.527764 | 0.522131 | 0.534182 | 0.514908 | 0.535786 | 0.526646 | 0.534182 | 0.508588 | ... | 0.502268 | 0.405825 | 0.532063 | 0.332020 | 0.489628 | 0.336833 | 0.538383 | 0.261423 | 0.480599 | 0.267841 |
| 1 | 0.1001 | 0.518555 | 0.527769 | 0.522167 | 0.534186 | 0.514944 | 0.535790 | 0.526680 | 0.534186 | 0.508625 | ... | 0.501403 | 0.405845 | 0.532097 | 0.332049 | 0.489667 | 0.336862 | 0.538416 | 0.261461 | 0.480639 | 0.267878 |
| 2 | 0.2002 | 0.518483 | 0.527786 | 0.522092 | 0.534200 | 0.514873 | 0.534200 | 0.526604 | 0.534200 | 0.508556 | ... | 0.501337 | 0.405915 | 0.532018 | 0.332151 | 0.489607 | 0.336962 | 0.538335 | 0.261594 | 0.480583 | 0.268009 |
| 3 | 0.3003 | 0.518484 | 0.527794 | 0.522093 | 0.534207 | 0.514876 | 0.534207 | 0.526604 | 0.534207 | 0.508560 | ... | 0.501343 | 0.405950 | 0.532017 | 0.332202 | 0.489615 | 0.337011 | 0.538332 | 0.261660 | 0.480593 | 0.268073 |
| 4 | 0.4004 | 0.517572 | 0.527791 | 0.521181 | 0.534205 | 0.513963 | 0.534205 | 0.525692 | 0.534205 | 0.507647 | ... | 0.501331 | 0.405936 | 0.532008 | 0.332182 | 0.489602 | 0.336992 | 0.538324 | 0.261634 | 0.480579 | 0.268048 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 4131 | 413.5131 | 0.508235 | 0.538701 | 0.508235 | 0.544680 | 0.505711 | 0.543185 | NaN | NaN | 0.495618 | ... | 0.491412 | 0.413143 | 0.512440 | 0.345881 | 0.478795 | 0.344386 | 0.518328 | 0.275628 | 0.445992 | 0.289081 |
| 4132 | 413.6132 | 0.509099 | 0.538686 | 0.509099 | 0.544668 | 0.506574 | 0.543172 | NaN | NaN | 0.496475 | ... | 0.491425 | 0.413060 | 0.513306 | 0.345761 | 0.478802 | 0.344266 | 0.518356 | 0.275471 | 0.446821 | 0.288931 |
| 4133 | 413.7133 | 0.509949 | 0.539704 | 0.509949 | 0.544189 | 0.507425 | 0.544189 | NaN | NaN | 0.497330 | ... | 0.492282 | 0.412631 | 0.513314 | 0.346852 | 0.478822 | 0.345357 | 0.518362 | 0.275093 | 0.446854 | 0.288548 |
| 4134 | 413.8134 | 0.510967 | 0.539018 | 0.510967 | 0.544988 | 0.507607 | 0.543495 | NaN | NaN | 0.498369 | ... | 0.491651 | 0.413656 | 0.513486 | 0.346498 | 0.479054 | 0.345006 | 0.518525 | 0.274863 | 0.446301 | 0.288295 |
| 4135 | 413.9135 | 0.512568 | 0.538764 | 0.511727 | 0.544736 | 0.509207 | 0.544736 | NaN | NaN | 0.500806 | ... | 0.491564 | 0.413353 | 0.513408 | 0.346169 | 0.478962 | 0.344676 | 0.518449 | 0.274506 | 0.446196 | 0.289435 |
4136 rows × 35 columns
xxxxxxxxxx# Tiger DataFrameTiger_df = pd.DataFrame.copy(annotationsPd)Tiger_df| timestamp | nose_x | nose_y | left_eye_x | left_eye_y | right_eye_x | right_eye_y | left_ear_x | left_ear_y | right_ear_x | ... | right_hip_x | right_hip_y | left_knee_x | left_knee_y | right_knee_x | right_knee_y | left_ankle_x | left_ankle_y | right_ankle_x | right_ankle_y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.476711 | 0.649161 | 0.482156 | 0.665283 | 0.469452 | 0.662059 | 0.493045 | 0.678181 | 0.458563 | ... | 0.462193 | 0.429902 | 0.531156 | 0.291253 | 0.442229 | 0.284804 | 0.542045 | 0.123584 | 0.420451 | 0.126808 |
| 127 | 0 | 0.457189 | 0.632411 | 0.460739 | 0.641870 | 0.453640 | 0.645023 | 0.471387 | 0.651329 | 0.453640 | ... | 0.464288 | 0.427462 | 0.528176 | 0.272961 | 0.437668 | 0.288727 | 0.542374 | 0.124767 | 0.418146 | 0.124767 |
| 128 | 0 | 0.458942 | 0.630586 | 0.462526 | 0.643323 | 0.455357 | 0.643323 | 0.469695 | 0.652875 | 0.460734 | ... | 0.466110 | 0.423619 | 0.528836 | 0.273965 | 0.439228 | 0.283518 | 0.543173 | 0.124312 | 0.419514 | 0.124312 |
| 129 | 0 | 0.460724 | 0.632194 | 0.462509 | 0.641712 | 0.457152 | 0.641712 | 0.469652 | 0.651230 | 0.460724 | ... | 0.466081 | 0.422798 | 0.530366 | 0.276856 | 0.439295 | 0.283201 | 0.542866 | 0.124568 | 0.419652 | 0.124568 |
| 130 | 0 | 0.460844 | 0.634505 | 0.462618 | 0.643960 | 0.457296 | 0.643960 | 0.469714 | 0.650264 | 0.460844 | ... | 0.467940 | 0.423321 | 0.531807 | 0.275177 | 0.439555 | 0.284633 | 0.544226 | 0.123881 | 0.418266 | 0.123881 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 70 | 0 | 0.457992 | 0.653343 | 0.465146 | 0.662876 | 0.454415 | 0.662876 | 0.479454 | 0.672408 | 0.447262 | ... | 0.457992 | 0.434094 | 0.518799 | 0.275218 | 0.436531 | 0.281573 | 0.542049 | 0.122696 | 0.418646 | 0.125874 |
| 71 | 0 | 0.459475 | 0.654164 | 0.466645 | 0.663720 | 0.454097 | 0.663720 | 0.479194 | 0.673275 | 0.446926 | ... | 0.457682 | 0.434397 | 0.518633 | 0.275145 | 0.436170 | 0.281515 | 0.541938 | 0.125448 | 0.420036 | 0.125448 |
| 72 | 0 | 0.458831 | 0.654490 | 0.466003 | 0.664047 | 0.453452 | 0.664047 | 0.478554 | 0.673604 | 0.446280 | ... | 0.457038 | 0.434685 | 0.517999 | 0.275406 | 0.437315 | 0.284963 | 0.541308 | 0.125684 | 0.421179 | 0.128869 |
| 62 | 0 | 0.464065 | 0.652878 | 0.469420 | 0.665561 | 0.456926 | 0.665561 | 0.481913 | 0.671903 | 0.449787 | ... | 0.456926 | 0.427740 | 0.521177 | 0.278705 | 0.437294 | 0.281876 | 0.542594 | 0.123328 | 0.419447 | 0.126499 |
| 199 | 0 | 0.528498 | 0.718385 | 0.526488 | 0.729098 | 0.520459 | 0.725527 | 0.508400 | 0.725527 | 0.502371 | ... | 0.526488 | 0.472002 | 0.546586 | 0.293464 | 0.508400 | 0.293464 | 0.548596 | 0.122067 | 0.434039 | 0.161345 |
200 rows × 35 columns
time = list(range(0,200))# since tiger df fails to form time stamp adding integers to each rowTiger_df['timestamp'] = timeTiger_df.head()| timestamp | nose_x | nose_y | left_eye_x | left_eye_y | right_eye_x | right_eye_y | left_ear_x | left_ear_y | right_ear_x | ... | right_hip_x | right_hip_y | left_knee_x | left_knee_y | right_knee_x | right_knee_y | left_ankle_x | left_ankle_y | right_ankle_x | right_ankle_y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.476711 | 0.649161 | 0.482156 | 0.665283 | 0.469452 | 0.662059 | 0.493045 | 0.678181 | 0.458563 | ... | 0.462193 | 0.429902 | 0.531156 | 0.291253 | 0.442229 | 0.284804 | 0.542045 | 0.123584 | 0.420451 | 0.126808 |
| 127 | 1 | 0.457189 | 0.632411 | 0.460739 | 0.641870 | 0.453640 | 0.645023 | 0.471387 | 0.651329 | 0.453640 | ... | 0.464288 | 0.427462 | 0.528176 | 0.272961 | 0.437668 | 0.288727 | 0.542374 | 0.124767 | 0.418146 | 0.124767 |
| 128 | 2 | 0.458942 | 0.630586 | 0.462526 | 0.643323 | 0.455357 | 0.643323 | 0.469695 | 0.652875 | 0.460734 | ... | 0.466110 | 0.423619 | 0.528836 | 0.273965 | 0.439228 | 0.283518 | 0.543173 | 0.124312 | 0.419514 | 0.124312 |
| 129 | 3 | 0.460724 | 0.632194 | 0.462509 | 0.641712 | 0.457152 | 0.641712 | 0.469652 | 0.651230 | 0.460724 | ... | 0.466081 | 0.422798 | 0.530366 | 0.276856 | 0.439295 | 0.283201 | 0.542866 | 0.124568 | 0.419652 | 0.124568 |
| 130 | 4 | 0.460844 | 0.634505 | 0.462618 | 0.643960 | 0.457296 | 0.643960 | 0.469714 | 0.650264 | 0.460844 | ... | 0.467940 | 0.423321 | 0.531807 | 0.275177 | 0.439555 | 0.284633 | 0.544226 | 0.123881 | 0.418266 | 0.123881 |
5 rows × 35 columns
# Class to help build angles based on x y data fileclass Point: def __init__(self, x, y): self.x = x self.y = y # Use Trig to trac objects in 2D# Code Credit:# https://manivannan-ai.medium.com/# find-the-angle-between-three-points-from-2d-using-python-348c513e2cddef getAngle(a, b, c): ang = math.degrees(math.atan2(c.y-b.y, c.x-b.x) - math.atan2(a.y-b.y, a.x-b.x)) return ang + 360 if ang < 0 else ang# These functions calcluate angles for specific body part from collected data# by latter applying the getAngle func.def computeElbowAngle(row, which='left'): wrist = Point(row[f'{which}_wrist_x'], row[f'{which}_wrist_y']) elbow = Point(row[f'{which}_elbow_x'], row[f'{which}_elbow_y']) shoulder = Point(row[f'{which}_shoulder_x'], row[f'{which}_shoulder_y']) return getAngle(wrist, elbow, shoulder)def computeShoulderAngle(row, which='left'): elbow = Point(row[f'{which}_elbow_x'], row[f'{which}_elbow_y']) shoulder = Point(row[f'{which}_shoulder_x'], row[f'{which}_shoulder_y']) hip = Point(row[f'{which}_hip_x'], row[f'{which}_hip_y']) return getAngle(hip, shoulder, elbow)def computeKneeAngle(row, which='left'): hip = Point(row[f'{which}_hip_x'], row[f'{which}_hip_y']) knee = Point(row[f'{which}_knee_x'], row[f'{which}_knee_y']) ankle = Point(row[f'{which}_ankle_x'], row[f'{which}_ankle_y']) return getAngle(ankle, knee, hip)# Build columns for the angles of the left arm durring a club swing.# points abc of two vectors in order to calculate thetaLuis_df['left_elbow_angle'] = annotationsPd.apply(computeElbowAngle, axis=1)Luis_df['left_shoulder_angle'] = annotationsPd.apply(computeShoulderAngle, axis=1)Luis_df['left_knee_angle'] = annotationsPd.apply(computeKneeAngle, axis=1)x
# Build columns for the angles of the left arm durring a club swing.# points abc of two vectors in order to calculate thetaTiger_df['left_elbow_angle'] = annotationsPd.apply(computeElbowAngle, axis=1)Tiger_df['left_shoulder_angle'] = annotationsPd.apply(computeShoulderAngle, axis=1)Tiger_df['left_knee_angle'] = annotationsPd.apply(computeKneeAngle, axis=1)luis_swing = Luis_df[['timestamp','left_elbow_angle']]luis_best_swing = pd.DataFrame(luis_swing[197:297])#subset one swing to analyzeluis_best_swing.to_csv('Luis_Best_swing.csv')tiger_swing = Tiger_df[['timestamp','left_elbow_angle']]tiger_swing.to_csv('Tiger_Best_swing.csv')tiger_best_swing = pd.DataFrame(tiger_swing[80:120])#subset one swing to analyzetiger_swing.to_csv('Tiger_Best_swing.csv')x
luis_best_swing.head()| timestamp | left_elbow_angle | |
|---|---|---|
| 197 | 19.7197 | NaN |
| 198 | 19.8198 | 193.923481 |
| 199 | 19.9199 | 194.539962 |
| 200 | 20.0200 | 193.094946 |
| 201 | 20.1201 | 194.319716 |
tiger_best_swing.head()| timestamp | left_elbow_angle | |
|---|---|---|
| 156 | 80 | 194.164680 |
| 157 | 81 | 191.294420 |
| 158 | 82 | 191.160445 |
| 159 | 83 | 191.943634 |
| 160 | 84 | 189.810402 |
plt.figure()luis_best_swing.plot('timestamp', ['left_elbow_angle'], figsize=(20,5))plt.title("Luis Left Elbow Angle over Time")plt.ylabel('Distance Yds')plt.savefig("luis_right_elbow_angle")plt.ylabel('Distance Yds')<Figure size 432x288 with 0 Axes>
plt.figure()tiger_best_swing.plot('timestamp', ['left_elbow_angle'], figsize=(20,5))plt.title("Tiger Left Elbow Angle over Time")plt.ylabel('Distance Yds')plt.savefig("tiger_right_elbow_angle")<Figure size 432x288 with 0 Axes>
